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     "start_time": "2024-12-24T08:26:00.065475Z"
    }
   },
   "source": [
    "import pandas as pd\n",
    "\n",
    "raw_df_15 = pd.read_csv('./data/15_05.csv')"
   ],
   "outputs": [],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-24T08:26:01.286515Z",
     "start_time": "2024-12-24T08:26:01.271927Z"
    }
   },
   "cell_type": "code",
   "source": "columns = raw_df_15.columns",
   "id": "67de23bdd9fe10dd",
   "outputs": [],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-24T08:26:01.302104Z",
     "start_time": "2024-12-24T08:26:01.287540Z"
    }
   },
   "cell_type": "code",
   "source": "columns",
   "id": "333796c1dae42151",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['time', 'wind_speed', 'generator_speed', 'power', 'wind_direction',\n",
       "       'wind_direction_mean', 'yaw_position', 'yaw_speed', 'pitch1_angle',\n",
       "       'pitch2_angle', 'pitch3_angle', 'pitch1_speed', 'pitch2_speed',\n",
       "       'pitch3_speed', 'pitch1_moto_tmp', 'pitch2_moto_tmp', 'pitch3_moto_tmp',\n",
       "       'acc_x', 'acc_y', 'environment_tmp', 'int_tmp', 'pitch1_ng5_tmp',\n",
       "       'pitch2_ng5_tmp', 'pitch3_ng5_tmp', 'pitch1_ng5_DC', 'pitch2_ng5_DC',\n",
       "       'pitch3_ng5_DC', 'group', 'label', 'new_group', 'pitch_angle_mean',\n",
       "       'pitch_angle_sd', 'pitch_speed_mean', 'pitch_speed_sd',\n",
       "       'pitch_moto_tmp_mean', 'pitch_moto_tmp_sd', 'tmp_diff', 'torque', 'cp',\n",
       "       'ct', 'lambda', 'r_wind_speed_to_power',\n",
       "       'r_wind_speed_to_generator_speed', 'r_square', 'wind_speed_square',\n",
       "       'wind_speed_cube'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {
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     "end_time": "2024-12-24T08:26:01.317467Z",
     "start_time": "2024-12-24T08:26:01.303135Z"
    }
   },
   "cell_type": "code",
   "source": "sorted(columns)",
   "id": "52f87776bcee7ee7",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['acc_x',\n",
       " 'acc_y',\n",
       " 'cp',\n",
       " 'ct',\n",
       " 'environment_tmp',\n",
       " 'generator_speed',\n",
       " 'group',\n",
       " 'int_tmp',\n",
       " 'label',\n",
       " 'lambda',\n",
       " 'new_group',\n",
       " 'pitch1_angle',\n",
       " 'pitch1_moto_tmp',\n",
       " 'pitch1_ng5_DC',\n",
       " 'pitch1_ng5_tmp',\n",
       " 'pitch1_speed',\n",
       " 'pitch2_angle',\n",
       " 'pitch2_moto_tmp',\n",
       " 'pitch2_ng5_DC',\n",
       " 'pitch2_ng5_tmp',\n",
       " 'pitch2_speed',\n",
       " 'pitch3_angle',\n",
       " 'pitch3_moto_tmp',\n",
       " 'pitch3_ng5_DC',\n",
       " 'pitch3_ng5_tmp',\n",
       " 'pitch3_speed',\n",
       " 'pitch_angle_mean',\n",
       " 'pitch_angle_sd',\n",
       " 'pitch_moto_tmp_mean',\n",
       " 'pitch_moto_tmp_sd',\n",
       " 'pitch_speed_mean',\n",
       " 'pitch_speed_sd',\n",
       " 'power',\n",
       " 'r_square',\n",
       " 'r_wind_speed_to_generator_speed',\n",
       " 'r_wind_speed_to_power',\n",
       " 'time',\n",
       " 'tmp_diff',\n",
       " 'torque',\n",
       " 'wind_direction',\n",
       " 'wind_direction_mean',\n",
       " 'wind_speed',\n",
       " 'wind_speed_cube',\n",
       " 'wind_speed_square',\n",
       " 'yaw_position',\n",
       " 'yaw_speed']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-24T08:26:01.332677Z",
     "start_time": "2024-12-24T08:26:01.318500Z"
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   },
   "cell_type": "code",
   "source": "",
   "id": "75ad563a1733916c",
   "outputs": [],
   "execution_count": 11
  }
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